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117,399 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, November 2026Ranked from 5,034 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
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    Enables MCP clients that lack built-in search — such as Claude Code through Bedrock or local LLM clients — to run web queries against Amazon's operated search index via a Gateway deployed in your own AWS account, with queries never leaving AWS and citation URLs preserved. Supports IAM/SigV4, Cognito, and API key authentication, per-gateway rate limits, IP and domain restrictions, and result filtering by domain and publication date.
    MIT
  • A
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    quality
    D
    maintenance
    Enables managing OVHcloud Web Hosting services via Model Context Protocol, providing tools to list, configure, and manage hosting resources through natural language.
    MIT
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    quality
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    Enables AI assistants to interact with the QuantConnect cloud platform for algorithmic trading. Supports creating and managing trading strategies, running backtests, deploying live algorithms, and performing comprehensive trading operations through the QuantConnect API.
    63
    Apache 2.0
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    MCP server that converts hardware specs into Azure price quotes using live Azure Retail Prices API. Provides tools to propose VM flavors, get full quotes with disk and reservation options, and batch-analyze RVTools exports.
    MIT
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    Enables sending emails through AWS Simple Email Service with support for single emails, bulk personalized emails, and template management. Deployed on Cloudflare Workers for fast, global edge performance with full TypeScript type safety.
    -
  • F
    license
    A
    quality
    C
    maintenance
    Enables unified administrative control over Cloudflare, Porkbun, Docker, Proxmox VE, Nginx Proxy Manager/NPMPlus, Uptime Kuma, Authentik, and Coolify. Exposes service discovery and action execution through three MCP tools with roughly 150 cataloged operations for managing DNS, containers, VMs, proxies, monitors, users, and related infrastructure.
    3
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  • F
    license
    A
    quality
    D
    maintenance
    Enables AI agents to interact with a persistent MySQL database through the Model Context Protocol, with automatic provisioning of a free TiDB Cloud Zero instance requiring no signup or configuration.
    6
    2
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    A
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    Enables management of Railway.app infrastructure through natural language, including deploying services from GitHub repos or Docker images, managing environment variables, monitoring deployments, and configuring networking and volumes.
    36
    256 npm
    MIT
  • A
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    A
    quality
    C
    maintenance
    Enables agents to inspect BOINC Central batch status, review job details, and download or extract batch output without a browser, including for BUDA Docker batches and other remote-submission apps. It also supports aborting or retiring batches with explicit confirmation.
    7
    MIT
  • A
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    A
    quality
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    maintenance
    Enables AI assistants to read Oracle Linux Virtualization Manager and oVirt inventory through the engine REST API, including VMs, hosts, and related details. It provides read-only tools for searching and retrieving VMs and KVM hosts.
    3
    Apache 2.0
  • A
    license
    A
    quality
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    maintenance
    Enables AI agents to inspect and configure Chrome Enterprise Premium environments, including DLP rules, content detectors, connector policies, browser telemetry, and license management.
    27
    16 npm
    Apache 2.0
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI coding agents to deploy and iterate on live web previews, inspect diffs, manage versions and access controls, and authenticate via Google through local or remote MCP transports.
    7
    857 npm
    MIT
  • A
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    A
    quality
    C
    maintenance
    A local-first AWS security tool that uses graph theory to discover attack paths (e.g., Internet → Role → DB) and prioritize remediations. It allows agents to perform read-only security audits and generate Terraform fixes without data exfiltration.
    15
    23 PyPI
    4
    Apache 2.0
  • A
    license
    A
    quality
    D
    maintenance
    Implementation of Model Context Protocol (MCP) server that provides tools for accessing Google Cloud's Vertex AI Gemini models, supporting features like web search grounding and direct knowledge answering for coding assistance and general queries.
    20
    327 npm
    88
    MIT
  • A
    license
    A
    quality
    F
    maintenance
    MCP Server for Eyevinn Open Source Cloud API, enabling creation of solutions based on open web services. Web services based on open source where the creator gets a share of the revenue the platform generates.
    4
    43 npm
    7
    MIT
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    Enables coding agents to diagnose root causes of AWS Glue, MWAA (Airflow), Athena and Lake Formation failures, either from an error/log incident or from live read-only lookups of a Glue job run, MWAA environment or Athena query. Exposes tools that return ranked candidate causes with evidence, fix steps and documentation links, plus a listing of the supported failure patterns.
    5
    MIT
  • A
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    B
    quality
    D
    maintenance
    Enables agentic administration of Infomaniak accounts via Claude, offering 169 tools for web hosting, mail, domains, DNS, and more, with a strict two-phase commit for safe mutations.
    100
    1 npm
    MIT
  • F
    license
    B
    quality
    B
    maintenance
    Cloudeval AI provides cloud evaluations and reviews through MCP, with project context and reports for Azure and static AWS CloudFormation evaluation (beta). Includes a read-only toolset; requires a Cloudeval account and hosted services, and the public CLI uses a custom proprietary license.
    45
    1
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  • A
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    B
    quality
    C
    maintenance
    Bridges a locally running coding agent to a Colab session in the browser, letting it inspect, edit, run, and export notebooks, execute ad-hoc Python, transfer files to and from the runtime, and poll or cancel background jobs.
    12
    Apache 2.0
  • A
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    B
    quality
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    Enables deployment of HTML content, folders, and full-stack projects to EdgeOne Pages to generate publicly accessible URLs. It utilizes EdgeOne Pages Functions and KV storage for high-performance edge delivery of web applications.
    2
    3 npm
    MIT